{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Setting specifications"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "clear all\n",
    "global graph_opts title(, justification(left) color(black) span pos(11)) ///\n",
    "  \tgraphregion(color(white)) ylab(,angle(0) nogrid notick) xscale(noline) yscale(noline) yline(0 , lc(black)) ///\n",
    "  \txtit(,placement(left) justification(left)) legend(region(lc(none) fc(none)))\n",
    "\n",
    "global hist_opts ylab(, angle(0) axis(2)) yscale(noline alt axis(2)) ///\n",
    "  \tytit(, axis(2)) ytit(, axis(1)) yscale(off axis(2)) yscale(alt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Uploading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(CHSB6_Binh Dinh)\n"
     ]
    }
   ],
   "source": [
    "use \"https://github.com/worldbank/Stata-IE-Visual-Library/raw/develop/Library/Density%20plots/Density%20plot%20with%20data%20points/data.dta\"  , clear"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Creating variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "qui su theta_mle\n",
    "qui gen score = theta_mle - `r(min)'\n",
    "qui gen bach = roster_6a8 > 4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Creating the graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "> edge Score {&rarr}\") xlab(0(1)7) yline(10 20 30 , lc(gs12) lp(dot)) xsize(7)\n",
      "\n",
      ". noi gr export C:/Users/Saori/.stata_kernel_cache/graph${stata_kernel_graph_counter}.png, width(600) replace        \n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "This front-end cannot display the desired image type."
      ]
     },
     "metadata": {
      "image/png": {
       "height": 343,
       "width": 600
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      ". global stata_kernel_graph_counter = $stata_kernel_graph_counter + 1        \n"
     ]
    }
   ],
   "source": [
    "tw ///\n",
    " \t(kdensity score if bach == 0 , lp(dash) lc(maroon) yaxis(2)) ///\n",
    "  \t(kdensity score if bach == 1 , lp(dash) lc(navy) yaxis(2)) ///\n",
    "  \t(histogram score if bach == 0 , freq w(.1) recast(scatter) msize(small) mc(maroon)) ///\n",
    "  \t(histogram score if bach == 1 , freq w(.1) recast(scatter) msize(small) mc(navy)) ///\n",
    "  \t, legend(symxsize(small) order(0 \"\" 0 \"\" 0 \"{bf: Degree:}\" 3 \"Intermediate, Undergrad, or Bachelors (N=575)\" 4 \"Specialist or Masters (N=431)\") c(1) pos(11) ring(0)) $graph_opts $hist_opts ///\n",
    "  \txtit(\"Knowledge Score {&rarr}\") xlab(0(1)7) yline(10 20 30 , lc(gs12) lp(dot)) xsize(7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Exporting the graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "qui graph export \"figure.png\" , replace width(1000)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Stata",
   "language": "stata",
   "name": "stata"
  },
  "language_info": {
   "file_extension": ".do",
   "mimetype": "text/x-stata",
   "name": "stata"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
